epok

Error Intelligence

Pattern Clustering

Updated Oct 27, 2026 · today

Groups errors with similar templates so many variants of the same problem cluster into one alert. Surfaces brand-new clusters as they appear.

Example alert

1,247 instances of new error pattern in 5 min: 'Deadlock detected on table users, retrying transaction...'

Exact wording varies — the detector generates titles from the anomaly it finds. This is representative of what an alert looks like when it fires.

How it works

Template mining extracts the structural shape of each error message, reducing thousands of unique strings to a small set of recurring patterns. Semantic similarity then merges near-duplicates across services. New clusters surface the moment they first appear.

Availability

Runs on these tiers:

TrialTeamGrowthCustom

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